Full Data Profiling

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	25899
Missing cells	229036
Missing cells (%)	55.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 MiB
Average record size in memory	128.0 B

Variable types

Numeric	16

Alerts

`CALIPER` is highly overall correlated with `DEPTH` and 1 other fields	High correlation
`DEPTH` is highly overall correlated with `CALIPER` and 2 other fields	High correlation
`DT` is highly overall correlated with `CALIPER` and 6 other fields	High correlation
`DTS` is highly overall correlated with `DT` and 3 other fields	High correlation
`GR` is highly overall correlated with `POTA` and 2 other fields	High correlation
`MSFR` is highly overall correlated with `NPHI` and 3 other fields	High correlation
`NPHI` is highly overall correlated with `DT` and 5 other fields	High correlation
`PEF` is highly overall correlated with `DEPTH` and 1 other fields	High correlation
`POTA` is highly overall correlated with `GR`	High correlation
`RHOB` is highly overall correlated with `DT` and 4 other fields	High correlation
`RLLD` is highly overall correlated with `MSFR` and 2 other fields	High correlation
`RLLS` is highly overall correlated with `DT` and 3 other fields	High correlation
`SWE` is highly overall correlated with `DT` and 2 other fields	High correlation
`THOR` is highly overall correlated with `GR`	High correlation
`URAN` is highly overall correlated with `GR` and 1 other fields	High correlation
`CALIPER` has 441 (1.7%) missing values	Missing
`DRHO` has 18157 (70.1%) missing values	Missing
`DT` has 726 (2.8%) missing values	Missing
`DTS` has 22211 (85.8%) missing values	Missing
`MSFR` has 20072 (77.5%) missing values	Missing
`NPHI` has 17655 (68.2%) missing values	Missing
`PEF` has 18157 (70.1%) missing values	Missing
`POTA` has 17789 (68.7%) missing values	Missing
`RHOB` has 18157 (70.1%) missing values	Missing
`RLLD` has 17892 (69.1%) missing values	Missing
`RLLS` has 17884 (69.1%) missing values	Missing
`SWE` has 24170 (93.3%) missing values	Missing
`THOR` has 17789 (68.7%) missing values	Missing
`URAN` has 17789 (68.7%) missing values	Missing
`MSFR` is highly skewed (γ1 = 22.87353871)	Skewed
`RLLS` is highly skewed (γ1 = 26.78765702)	Skewed
`DEPTH` is uniformly distributed	Uniform
`DEPTH` has unique values	Unique

Reproduction

Analysis started	2025-06-12 12:23:48.195534
Analysis finished	2025-06-12 12:24:29.070862
Duration	40.88 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

DEPTH
Real number (ℝ)

High correlation Uniform Unique

Distinct	25899
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1645.625

Minimum	27
Maximum	3264.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	27
5-th percentile	188.8625
Q1	836.3125
median	1645.625
Q3	2454.9375
95-th percentile	3102.3875
Maximum	3264.25
Range	3237.25
Interquartile range (IQR)	1618.625

Descriptive statistics

Standard deviation	934.56771
Coefficient of variation (CV)	0.56791049
Kurtosis	-1.2
Mean	1645.625
Median Absolute Deviation (MAD)	809.375
Skewness	0
Sum	42620042
Variance	873416.8
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	1	< 0.1%
2184.75	1	< 0.1%
2186	1	< 0.1%
2185.875	1	< 0.1%
2185.75	1	< 0.1%
2185.625	1	< 0.1%
2185.5	1	< 0.1%
2185.375	1	< 0.1%
2185.25	1	< 0.1%
2185.125	1	< 0.1%
Other values (25889)	25889	> 99.9%

Value	Count	Frequency (%)
27	1	< 0.1%
27.125	1	< 0.1%
27.25	1	< 0.1%
27.375	1	< 0.1%
27.5	1	< 0.1%
27.625	1	< 0.1%
27.75	1	< 0.1%
27.875	1	< 0.1%
28	1	< 0.1%
28.125	1	< 0.1%

Value	Count	Frequency (%)
3264.25	1	< 0.1%
3264.125	1	< 0.1%
3264	1	< 0.1%
3263.875	1	< 0.1%
3263.75	1	< 0.1%
3263.625	1	< 0.1%
3263.5	1	< 0.1%
3263.375	1	< 0.1%
3263.25	1	< 0.1%
3263.125	1	< 0.1%

CALIPER
Real number (ℝ)

High correlation Missing

Distinct	20256
Distinct (%)	79.6%
Missing	441
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	14.212401

Minimum	7.6933
Maximum	21.8163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	7.6933
5-th percentile	8.28717
Q1	9.03405
median	12.8319
Q3	18.367575
95-th percentile	21.533715
Maximum	21.8163
Range	14.123
Interquartile range (IQR)	9.333525

Descriptive statistics

Standard deviation	4.6404477
Coefficient of variation (CV)	0.32650694
Kurtosis	-1.4502568
Mean	14.212401
Median Absolute Deviation (MAD)	4.41775
Skewness	0.13449912
Sum	361819.31
Variance	21.533754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.2515	9	< 0.1%
8.3397	9	< 0.1%
12.362	8	< 0.1%
8.2475	8	< 0.1%
8.3767	8	< 0.1%
8.3782	8	< 0.1%
8.3428	8	< 0.1%
8.5965	8	< 0.1%
8.2497	8	< 0.1%
12.3386	7	< 0.1%
Other values (20246)	25377	98.0%
(Missing)	441	1.7%

Value	Count	Frequency (%)
7.6933	1	< 0.1%
7.6945	1	< 0.1%
7.6948	2	< 0.1%
7.6949	1	< 0.1%
7.6961	1	< 0.1%
7.6963	1	< 0.1%
7.6966	1	< 0.1%
7.6967	1	< 0.1%
7.6969	1	< 0.1%
7.6974	1	< 0.1%

Value	Count	Frequency (%)
21.8163	1	< 0.1%
21.8147	1	< 0.1%
21.8144	1	< 0.1%
21.8142	1	< 0.1%
21.8131	1	< 0.1%
21.8115	1	< 0.1%
21.8106	1	< 0.1%
21.8081	1	< 0.1%
21.808	1	< 0.1%
21.8054	1	< 0.1%

DRHO
Real number (ℝ)

Missing

Distinct	6758
Distinct (%)	87.3%
Missing	18157
Missing (%)	70.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.079706794

Minimum	-1.313353
Maximum	0.680282
Zeros	1
Zeros (%)	< 0.1%
Negative	189
Negative (%)	0.7%
Memory size	202.5 KiB

Quantile statistics

Minimum	-1.313353
5-th percentile	0.01126695
Q1	0.024
median	0.0386555
Q3	0.11526425
95-th percentile	0.302672
Maximum	0.680282
Range	1.993635
Interquartile range (IQR)	0.09126425

Descriptive statistics

Standard deviation	0.14511561
Coefficient of variation (CV)	1.8206178
Kurtosis	33.375267
Mean	0.079706794
Median Absolute Deviation (MAD)	0.0195625
Skewness	-3.044913
Sum	617.09
Variance	0.021058539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.025	20	0.1%
0.028	19	0.1%
0.031	18	0.1%
0.026	17	0.1%
0.029	16	0.1%
0.04	14	0.1%
0.03	14	0.1%
0.024	14	0.1%
0.033	13	0.1%
0.032	12	< 0.1%
Other values (6748)	7585	29.3%
(Missing)	18157	70.1%

Value	Count	Frequency (%)
-1.313353	1	< 0.1%
-1.291451	1	< 0.1%
-1.264108	1	< 0.1%
-1.263648	1	< 0.1%
-1.261351	1	< 0.1%
-1.258502	1	< 0.1%
-1.254021	1	< 0.1%
-1.252644	1	< 0.1%
-1.2416	1	< 0.1%
-1.233487	1	< 0.1%

Value	Count	Frequency (%)
0.680282	1	< 0.1%
0.666841	1	< 0.1%
0.661303	1	< 0.1%
0.658664	1	< 0.1%
0.651719	1	< 0.1%
0.650068	1	< 0.1%
0.649453	1	< 0.1%
0.645822	1	< 0.1%
0.643585	1	< 0.1%
0.642082	1	< 0.1%

DT
Real number (ℝ)

High correlation Missing

Distinct	24710
Distinct (%)	98.2%
Missing	726
Missing (%)	2.8%
Infinite	0
Infinite (%)	0.0%
Mean	90.548042

Minimum	37.9982
Maximum	205.452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	37.9982
5-th percentile	55.50612
Q1	67.309
median	86.7352
Q3	109.6085
95-th percentile	138.97334
Maximum	205.452
Range	167.4538
Interquartile range (IQR)	42.2995

Descriptive statistics

Standard deviation	26.977269
Coefficient of variation (CV)	0.29793321
Kurtosis	-0.072710058
Mean	90.548042
Median Absolute Deviation (MAD)	20.5663
Skewness	0.66502351
Sum	2279365.9
Variance	727.77304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.0508	3	< 0.1%
84.9984	3	< 0.1%
58.8886	3	< 0.1%
106.3022	3	< 0.1%
64.44	3	< 0.1%
91.8703	3	< 0.1%
73.722	3	< 0.1%
57.276	3	< 0.1%
81.709	2	< 0.1%
83.7495	2	< 0.1%
Other values (24700)	25145	97.1%
(Missing)	726	2.8%

Value	Count	Frequency (%)
37.9982	1	< 0.1%
40.0396	1	< 0.1%
41.712	1	< 0.1%
41.9086	1	< 0.1%
42.1962	1	< 0.1%
43.913	1	< 0.1%
44.417	1	< 0.1%
44.5887	1	< 0.1%
44.7132	1	< 0.1%
45.333	1	< 0.1%

Value	Count	Frequency (%)
205.452	1	< 0.1%
204.0099	1	< 0.1%
203.5056	1	< 0.1%
203.235	1	< 0.1%
202.7277	1	< 0.1%
202.4049	1	< 0.1%
201.9583	1	< 0.1%
199.8873	1	< 0.1%
197.9677	1	< 0.1%
197.1873	1	< 0.1%

DTS
Real number (ℝ)

High correlation Missing

Distinct	3445
Distinct (%)	93.4%
Missing	22211
Missing (%)	85.8%
Infinite	0
Infinite (%)	0.0%
Mean	127.69546

Minimum	78.2348
Maximum	258.1813
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	78.2348
5-th percentile	104.67996
Q1	117.55327
median	125.5689
Q3	133.16142
95-th percentile	169.36866
Maximum	258.1813
Range	179.9465
Interquartile range (IQR)	15.60815

Descriptive statistics

Standard deviation	18.901311
Coefficient of variation (CV)	0.14801866
Kurtosis	8.1424035
Mean	127.69546
Median Absolute Deviation (MAD)	7.74855
Skewness	2.129083
Sum	470940.86
Variance	357.25955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.373	17	0.1%
121.8387	12	< 0.1%
118.7692	12	< 0.1%
127.1415	10	< 0.1%
134.9526	10	< 0.1%
131.8831	9	< 0.1%
131.3257	9	< 0.1%
94.7747	9	< 0.1%
132.1637	8	< 0.1%
119.3285	8	< 0.1%
Other values (3435)	3584	13.8%
(Missing)	22211	85.8%

Value	Count	Frequency (%)
78.2348	1	< 0.1%
83.156	1	< 0.1%
85.1544	1	< 0.1%
91.4987	1	< 0.1%
91.8475	1	< 0.1%
92.3018	1	< 0.1%
92.4819	1	< 0.1%
92.9119	1	< 0.1%
93.056	1	< 0.1%
93.3111	1	< 0.1%

Value	Count	Frequency (%)
258.1813	1	< 0.1%
257.0172	1	< 0.1%
252.5105	1	< 0.1%
251.09	1	< 0.1%
246.8397	1	< 0.1%
245.1627	1	< 0.1%
241.7732	1	< 0.1%
241.169	1	< 0.1%
239.2354	1	< 0.1%
235.4982	1	< 0.1%

GR
Real number (ℝ)

High correlation

Distinct	24736
Distinct (%)	96.1%
Missing	147
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	31.114276

Minimum	4.7012
Maximum	169.5656
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	4.7012
5-th percentile	12.84083
Q1	23.512075
median	31.0855
Q3	36.66155
95-th percentile	53.4755
Maximum	169.5656
Range	164.8644
Interquartile range (IQR)	13.149475

Descriptive statistics

Standard deviation	12.340763
Coefficient of variation (CV)	0.39662704
Kurtosis	5.7585259
Mean	31.114276
Median Absolute Deviation (MAD)	6.5079
Skewness	1.3171473
Sum	801254.83
Variance	152.29443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.7185	3	< 0.1%
30.2334	3	< 0.1%
22.4525	3	< 0.1%
23.5394	3	< 0.1%
33.7976	3	< 0.1%
37.147	3	< 0.1%
23.2878	3	< 0.1%
34.0674	3	< 0.1%
26.8269	3	< 0.1%
30.3239	3	< 0.1%
Other values (24726)	25722	99.3%
(Missing)	147	0.6%

Value	Count	Frequency (%)
4.7012	1	< 0.1%
4.7229	1	< 0.1%
4.7604	1	< 0.1%
4.7688	1	< 0.1%
4.8401	1	< 0.1%
4.9034	1	< 0.1%
4.9324	1	< 0.1%
4.9413	1	< 0.1%
5.0114	1	< 0.1%
5.0563	1	< 0.1%

Value	Count	Frequency (%)
169.5656	1	< 0.1%
168.8787	1	< 0.1%
154.4848	1	< 0.1%
151.7542	1	< 0.1%
146.074	1	< 0.1%
144.559	1	< 0.1%
132.4453	1	< 0.1%
131.552	1	< 0.1%
125.05	1	< 0.1%
124.777	1	< 0.1%

MSFR
Real number (ℝ)

High correlation Missing Skewed

Distinct	5557
Distinct (%)	95.4%
Missing	20072
Missing (%)	77.5%
Infinite	0
Infinite (%)	0.0%
Mean	3.041833

Minimum	0.293
Maximum	150.617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.293
5-th percentile	0.62564
Q1	1.3675
median	2.5446
Q3	4.1247
95-th percentile	6.37341
Maximum	150.617
Range	150.324
Interquartile range (IQR)	2.7572

Descriptive statistics

Standard deviation	3.7380933
Coefficient of variation (CV)	1.228895
Kurtosis	791.07266
Mean	3.041833
Median Absolute Deviation (MAD)	1.3216
Skewness	22.873539
Sum	17724.761
Variance	13.973342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0439	3	< 0.1%
0.6262	3	< 0.1%
0.8094	3	< 0.1%
3.2628	3	< 0.1%
2.3679	3	< 0.1%
1.0426	3	< 0.1%
4.2551	2	< 0.1%
1.0404	2	< 0.1%
1.9909	2	< 0.1%
0.8349	2	< 0.1%
Other values (5547)	5801	22.4%
(Missing)	20072	77.5%

Value	Count	Frequency (%)
0.293	1	< 0.1%
0.2993	1	< 0.1%
0.3014	1	< 0.1%
0.3078	1	< 0.1%
0.33	1	< 0.1%
0.3428	1	< 0.1%
0.3494	1	< 0.1%
0.3551	1	< 0.1%
0.3735	1	< 0.1%
0.3892	1	< 0.1%

Value	Count	Frequency (%)
150.617	1	< 0.1%
139.5726	1	< 0.1%
87.3739	1	< 0.1%
70.4575	1	< 0.1%
45.8032	1	< 0.1%
41.1029	1	< 0.1%
38.2574	1	< 0.1%
33.3531	1	< 0.1%
32.5994	1	< 0.1%
21.7728	1	< 0.1%

NPHI
Real number (ℝ)

High correlation Missing

Distinct	8227
Distinct (%)	99.8%
Missing	17655
Missing (%)	68.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.1950709

Minimum	-0.0025803
Maximum	0.8761411
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	202.5 KiB

Quantile statistics

Minimum	-0.0025803
5-th percentile	0.057492175
Q1	0.1231486
median	0.1788142
Q3	0.2427924
95-th percentile	0.39914951
Maximum	0.8761411
Range	0.8787214
Interquartile range (IQR)	0.1196438

Descriptive statistics

Standard deviation	0.10417111
Coefficient of variation (CV)	0.53401667
Kurtosis	2.8960889
Mean	0.1950709
Median Absolute Deviation (MAD)	0.05879765
Skewness	1.2237263
Sum	1608.1645
Variance	0.010851621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1212393	2	< 0.1%
0.2043327	2	< 0.1%
0.2553434	2	< 0.1%
0.1432945	2	< 0.1%
0.1757884	2	< 0.1%
0.0615728	2	< 0.1%
0.2115117	2	< 0.1%
0.251952	2	< 0.1%
0.3031459	2	< 0.1%
0.0999413	2	< 0.1%
Other values (8217)	8224	31.8%
(Missing)	17655	68.2%

Value	Count	Frequency (%)
-0.0025803	1	< 0.1%
-0.0014899	1	< 0.1%
0.0005872	1	< 0.1%
0.0006554	1	< 0.1%
0.0009857	1	< 0.1%
0.001621	1	< 0.1%
0.0021496	1	< 0.1%
0.0035096	1	< 0.1%
0.004471	1	< 0.1%
0.0079826	1	< 0.1%

Value	Count	Frequency (%)
0.8761411	1	< 0.1%
0.8694249	1	< 0.1%
0.863151	1	< 0.1%
0.8458993	1	< 0.1%
0.8421206	1	< 0.1%
0.8185784	1	< 0.1%
0.8062005	1	< 0.1%
0.7781732	1	< 0.1%
0.7548624	1	< 0.1%
0.7492355	1	< 0.1%

PEF
Real number (ℝ)

High correlation Missing

Distinct	7114
Distinct (%)	91.9%
Missing	18157
Missing (%)	70.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.7212178

Minimum	1.9523
Maximum	51.1694
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	1.9523
5-th percentile	2.745115
Q1	3.597025
median	4.4839
Q3	5.358875
95-th percentile	21.92378
Maximum	51.1694
Range	49.2171
Interquartile range (IQR)	1.76185

Descriptive statistics

Standard deviation	6.4410283
Coefficient of variation (CV)	0.9583127
Kurtosis	8.9934782
Mean	6.7212178
Median Absolute Deviation (MAD)	0.8858
Skewness	2.8553904
Sum	52035.668
Variance	41.486846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.0303	4	< 0.1%
4.2197	4	< 0.1%
3.253	4	< 0.1%
4.7524	4	< 0.1%
4.9971	3	< 0.1%
4.6979	3	< 0.1%
4.8317	3	< 0.1%
3.941	3	< 0.1%
4.7531	3	< 0.1%
4.764	3	< 0.1%
Other values (7104)	7708	29.8%
(Missing)	18157	70.1%

Value	Count	Frequency (%)
1.9523	1	< 0.1%
1.9524	1	< 0.1%
1.9578	1	< 0.1%
1.9605	1	< 0.1%
1.9861	1	< 0.1%
2.0021	1	< 0.1%
2.0562	1	< 0.1%
2.0974	1	< 0.1%
2.1031	1	< 0.1%
2.1042	1	< 0.1%

Value	Count	Frequency (%)
51.1694	1	< 0.1%
50.4787	1	< 0.1%
49.9647	1	< 0.1%
48.5224	1	< 0.1%
47.4308	1	< 0.1%
46.6074	1	< 0.1%
45.7	1	< 0.1%
45.1052	1	< 0.1%
44.4951	1	< 0.1%
44.446	1	< 0.1%

POTA
Real number (ℝ)

High correlation Missing

Distinct	5894
Distinct (%)	72.7%
Missing	17789
Missing (%)	68.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.74608231

Minimum	0.0126
Maximum	3.2214
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.0126
5-th percentile	0.214845
Q1	0.52025
median	0.7412
Q3	0.949775
95-th percentile	1.293475
Maximum	3.2214
Range	3.2088
Interquartile range (IQR)	0.429525

Descriptive statistics

Standard deviation	0.3450813
Coefficient of variation (CV)	0.46252444
Kurtosis	2.3134986
Mean	0.74608231
Median Absolute Deviation (MAD)	0.2128
Skewness	0.69955316
Sum	6050.7275
Variance	0.1190811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6623	7	< 0.1%
0.7565	5	< 0.1%
0.9626	5	< 0.1%
0.2937	5	< 0.1%
0.6669	5	< 0.1%
0.8943	5	< 0.1%
0.6498	5	< 0.1%
0.6742	5	< 0.1%
0.704	5	< 0.1%
0.855	5	< 0.1%
Other values (5884)	8058	31.1%
(Missing)	17789	68.7%

Value	Count	Frequency (%)
0.0126	1	< 0.1%
0.0127	1	< 0.1%
0.0148	1	< 0.1%
0.0149	1	< 0.1%
0.0177	1	< 0.1%
0.019	1	< 0.1%
0.0208	1	< 0.1%
0.0259	1	< 0.1%
0.0285	1	< 0.1%
0.0378	1	< 0.1%

Value	Count	Frequency (%)
3.2214	1	< 0.1%
3.1803	1	< 0.1%
2.8743	1	< 0.1%
2.7944	1	< 0.1%
2.7516	1	< 0.1%
2.7393	1	< 0.1%
2.7219	1	< 0.1%
2.6492	1	< 0.1%
2.6052	1	< 0.1%
2.5139	1	< 0.1%

RHOB
Real number (ℝ)

High correlation Missing

Distinct	1794
Distinct (%)	23.2%
Missing	18157
Missing (%)	70.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.5244751

Minimum	1.221
Maximum	3.1098
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	1.221
5-th percentile	2.258905
Q1	2.465
median	2.552
Q3	2.615
95-th percentile	2.74338
Maximum	3.1098
Range	1.8888
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.19247717
Coefficient of variation (CV)	0.076244431
Kurtosis	17.825221
Mean	2.5244751
Median Absolute Deviation (MAD)	0.074
Skewness	-3.2211662
Sum	19544.486
Variance	0.03704746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.587	39	0.2%
2.611	38	0.1%
2.6	37	0.1%
2.61	37	0.1%
2.592	37	0.1%
2.597	36	0.1%
2.598	35	0.1%
2.568	34	0.1%
2.609	34	0.1%
2.607	32	0.1%
Other values (1784)	7383	28.5%
(Missing)	18157	70.1%

Value	Count	Frequency (%)
1.221	1	< 0.1%
1.231	1	< 0.1%
1.235	1	< 0.1%
1.238	4	< 0.1%
1.239	8	< 0.1%
1.24	7	< 0.1%
1.241	14	0.1%
1.242	5	< 0.1%
1.243	1	< 0.1%
1.244	1	< 0.1%

Value	Count	Frequency (%)
3.1098	1	< 0.1%
3.0704	1	< 0.1%
3.062	1	< 0.1%
2.988	1	< 0.1%
2.985	2	< 0.1%
2.984	1	< 0.1%
2.978	1	< 0.1%
2.975	1	< 0.1%
2.97	1	< 0.1%
2.969	1	< 0.1%

RLLD
Real number (ℝ)

High correlation Missing

Distinct	6004
Distinct (%)	75.0%
Missing	17892
Missing (%)	69.1%
Infinite	0
Infinite (%)	0.0%
Mean	182.40681

Minimum	0.011
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.011
5-th percentile	1.2252
Q1	2.8295
median	5.198
Q3	8.444
95-th percentile	35.5863
Maximum	40000
Range	39999.989
Interquartile range (IQR)	5.6145

Descriptive statistics

Standard deviation	2292.0589
Coefficient of variation (CV)	12.565643
Kurtosis	233.44336
Mean	182.40681
Median Absolute Deviation (MAD)	2.65
Skewness	14.921552
Sum	1460531.3
Variance	5253534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40000	15	0.1%
1.451	6	< 0.1%
3.61	6	< 0.1%
25000	6	< 0.1%
2.871	5	< 0.1%
1.224	5	< 0.1%
5	5	< 0.1%
1.988	5	< 0.1%
1.482	5	< 0.1%
4.716	5	< 0.1%
Other values (5994)	7944	30.7%
(Missing)	17892	69.1%

Value	Count	Frequency (%)
0.011	1	< 0.1%
0.019	1	< 0.1%
0.03	1	< 0.1%
0.033	1	< 0.1%
0.038	1	< 0.1%
0.049	1	< 0.1%
0.064	1	< 0.1%
0.076	1	< 0.1%
0.087	1	< 0.1%
0.101	1	< 0.1%

Value	Count	Frequency (%)
40000	15	0.1%
38757.477	1	< 0.1%
38017.719	1	< 0.1%
35158.891	1	< 0.1%
34213.977	1	< 0.1%
33159.656	1	< 0.1%
30023.52	1	< 0.1%
28025.023	1	< 0.1%
26479.148	1	< 0.1%
25734.176	1	< 0.1%

RLLS
Real number (ℝ)

High correlation Missing Skewed

Distinct	6017
Distinct (%)	75.1%
Missing	17884
Missing (%)	69.1%
Infinite	0
Infinite (%)	0.0%
Mean	43.692169

Minimum	0.044
Maximum	25000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.044
5-th percentile	0.7004
Q1	2.4765
median	5.022
Q3	8.6485
95-th percentile	34.0221
Maximum	25000
Range	24999.956
Interquartile range (IQR)	6.172

Descriptive statistics

Standard deviation	805.20401
Coefficient of variation (CV)	18.429023
Kurtosis	766.91483
Mean	43.692169
Median Absolute Deviation (MAD)	2.941
Skewness	26.787657
Sum	350192.73
Variance	648353.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.607	8	< 0.1%
0.597	7	< 0.1%
0.689	7	< 0.1%
6.163	6	< 0.1%
3.043	6	< 0.1%
2.303	6	< 0.1%
25000	6	< 0.1%
0.66	5	< 0.1%
0.682	5	< 0.1%
1.364	5	< 0.1%
Other values (6007)	7954	30.7%
(Missing)	17884	69.1%

Value	Count	Frequency (%)
0.044	1	< 0.1%
0.046	1	< 0.1%
0.048	1	< 0.1%
0.05	1	< 0.1%
0.053	1	< 0.1%
0.058	1	< 0.1%
0.061	2	< 0.1%
0.064	1	< 0.1%
0.065	1	< 0.1%
0.066	1	< 0.1%

Value	Count	Frequency (%)
25000	6	< 0.1%
16003.98	1	< 0.1%
16003.785	1	< 0.1%
16002.469	1	< 0.1%
14019.256	1	< 0.1%
9986.219	1	< 0.1%
8005.057	1	< 0.1%
8004.997	1	< 0.1%
8004.569	1	< 0.1%
8003.467	1	< 0.1%

SWE
Real number (ℝ)

High correlation Missing

Distinct	1463
Distinct (%)	84.6%
Missing	24170
Missing (%)	93.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.49185483

Minimum	0
Maximum	1
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.12576
Q1	0.317
median	0.474
Q3	0.6459
95-th percentile	0.9999
Maximum	1
Range	1
Interquartile range (IQR)	0.3289

Descriptive statistics

Standard deviation	0.23795259
Coefficient of variation (CV)	0.48378622
Kurtosis	-0.43321494
Mean	0.49185483
Median Absolute Deviation (MAD)	0.165
Skewness	0.33435256
Sum	850.417
Variance	0.056621435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	64	0.2%
0.9999	25	0.1%
0	9	< 0.1%
0.9998	4	< 0.1%
0.311	3	< 0.1%
0.2816	3	< 0.1%
0.2577	3	< 0.1%
0.4464	3	< 0.1%
0.4156	3	< 0.1%
0.3216	3	< 0.1%
Other values (1453)	1609	6.2%
(Missing)	24170	93.3%

Value	Count	Frequency (%)
0	9	< 0.1%
0.0003	1	< 0.1%
0.0064	1	< 0.1%
0.0204	1	< 0.1%
0.0314	1	< 0.1%
0.0394	1	< 0.1%
0.0403	1	< 0.1%
0.0434	1	< 0.1%
0.0448	1	< 0.1%
0.0451	1	< 0.1%

Value	Count	Frequency (%)
1	64	0.2%
0.9999	25	0.1%
0.9998	4	< 0.1%
0.996	1	< 0.1%
0.9948	1	< 0.1%
0.986	1	< 0.1%
0.9857	1	< 0.1%
0.9842	2	< 0.1%
0.9775	1	< 0.1%
0.9763	1	< 0.1%

THOR
Real number (ℝ)

High correlation Missing

Distinct	7036
Distinct (%)	86.8%
Missing	17789
Missing (%)	68.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.9657489

Minimum	0.0446
Maximum	26.5319
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.0446
5-th percentile	0.260535
Q1	0.505275
median	1.0054
Q3	2.0654
95-th percentile	7.717135
Maximum	26.5319
Range	26.4873
Interquartile range (IQR)	1.560125

Descriptive statistics

Standard deviation	2.572671
Coefficient of variation (CV)	1.3087486
Kurtosis	10.798753
Mean	1.9657489
Median Absolute Deviation (MAD)	0.58185
Skewness	2.8644892
Sum	15942.223
Variance	6.618636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4923	5	< 0.1%
0.7656	4	< 0.1%
0.8067	4	< 0.1%
0.4782	4	< 0.1%
0.4717	4	< 0.1%
0.2937	4	< 0.1%
0.4539	4	< 0.1%
0.4349	4	< 0.1%
0.5752	4	< 0.1%
0.6056	4	< 0.1%
Other values (7026)	8069	31.2%
(Missing)	17789	68.7%

Value	Count	Frequency (%)
0.0446	1	< 0.1%
0.0476	1	< 0.1%
0.049	1	< 0.1%
0.0565	1	< 0.1%
0.0603	1	< 0.1%
0.0606	1	< 0.1%
0.0666	1	< 0.1%
0.0727	1	< 0.1%
0.0735	1	< 0.1%
0.0743	1	< 0.1%

Value	Count	Frequency (%)
26.5319	1	< 0.1%
25.6092	1	< 0.1%
24.5023	1	< 0.1%
21.8962	1	< 0.1%
20.6005	1	< 0.1%
19.5322	1	< 0.1%
19.4374	1	< 0.1%
19.243	1	< 0.1%
19.2014	1	< 0.1%
18.6345	1	< 0.1%

URAN
Real number (ℝ)

High correlation Missing

Distinct	7103
Distinct (%)	87.6%
Missing	17789
Missing (%)	68.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.8412787

Minimum	0.0019
Maximum	19.9267
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	202.5 KiB

Quantile statistics

Minimum	0.0019
5-th percentile	0.107635
Q1	0.7559
median	1.39665
Q3	2.266975
95-th percentile	5.68975
Maximum	19.9267
Range	19.9248
Interquartile range (IQR)	1.511075

Descriptive statistics

Standard deviation	1.7624333
Coefficient of variation (CV)	0.95717898
Kurtosis	10.629162
Mean	1.8412787
Median Absolute Deviation (MAD)	0.71465
Skewness	2.5295608
Sum	14932.77
Variance	3.1061711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.43	5	< 0.1%
1.294	5	< 0.1%
1.668	4	< 0.1%
6.042	4	< 0.1%
1.136	4	< 0.1%
1.571	4	< 0.1%
2.435	4	< 0.1%
0.036	4	< 0.1%
1.205	4	< 0.1%
1.6481	4	< 0.1%
Other values (7093)	8068	31.2%
(Missing)	17789	68.7%

Value	Count	Frequency (%)
0.0019	1	< 0.1%
0.002	1	< 0.1%
0.0025	1	< 0.1%
0.003	1	< 0.1%
0.0037	1	< 0.1%
0.004	1	< 0.1%
0.0045	1	< 0.1%
0.0046	2	< 0.1%
0.005	1	< 0.1%
0.0051	1	< 0.1%

Value	Count	Frequency (%)
19.9267	1	< 0.1%
18.9074	1	< 0.1%
18.7635	1	< 0.1%
17.4396	2	< 0.1%
17.2623	1	< 0.1%
16.213	1	< 0.1%
13.6154	1	< 0.1%
13.4897	1	< 0.1%
13.2451	1	< 0.1%
13.124	1	< 0.1%

	CALIPER	DEPTH	DRHO	DT	DTS	GR	MSFR	NPHI	PEF	POTA	RHOB	RLLD	RLLS	SWE	THOR	URAN
CALIPER	1.000	-0.837	0.376	0.671	-0.098	0.248	0.375	0.031	0.322	0.233	0.123	0.225	0.216	0.137	0.219	0.138
DEPTH	-0.837	1.000	0.456	-0.723	-0.174	-0.104	0.265	-0.183	0.552	-0.445	0.096	0.195	0.294	0.472	0.384	0.476
DRHO	0.376	0.456	1.000	0.014	-0.008	0.127	-0.206	0.072	0.322	-0.199	0.064	-0.009	0.038	0.152	0.244	0.262
DT	0.671	-0.723	0.014	1.000	0.844	0.404	-0.478	0.733	-0.154	0.340	-0.642	-0.455	-0.508	-0.684	0.294	0.082
DTS	-0.098	-0.174	-0.008	0.844	1.000	0.159	-0.423	0.525	-0.154	0.185	-0.758	-0.350	-0.436	-0.623	-0.013	-0.009
GR	0.248	-0.104	0.127	0.404	0.159	1.000	0.129	0.371	0.243	0.520	-0.103	-0.131	-0.072	-0.013	0.545	0.587
MSFR	0.375	0.265	-0.206	-0.478	-0.423	0.129	1.000	-0.652	0.304	0.172	0.562	0.733	0.779	0.100	0.284	0.116
NPHI	0.031	-0.183	0.072	0.733	0.525	0.371	-0.652	1.000	-0.133	0.236	-0.577	-0.585	-0.645	-0.458	0.208	0.140
PEF	0.322	0.552	0.322	-0.154	-0.154	0.243	0.304	-0.133	1.000	-0.242	0.069	0.173	0.265	0.484	0.196	0.561
POTA	0.233	-0.445	-0.199	0.340	0.185	0.520	0.172	0.236	-0.242	1.000	-0.075	-0.194	-0.207	-0.106	0.210	-0.135
RHOB	0.123	0.096	0.064	-0.642	-0.758	-0.103	0.562	-0.577	0.069	-0.075	1.000	0.397	0.466	0.663	-0.009	-0.036
RLLD	0.225	0.195	-0.009	-0.455	-0.350	-0.131	0.733	-0.585	0.173	-0.194	0.397	1.000	0.929	-0.239	0.095	0.072
RLLS	0.216	0.294	0.038	-0.508	-0.436	-0.072	0.779	-0.645	0.265	-0.207	0.466	0.929	1.000	-0.159	0.173	0.151
SWE	0.137	0.472	0.152	-0.684	-0.623	-0.013	0.100	-0.458	0.484	-0.106	0.663	-0.239	-0.159	1.000	-0.155	0.100
THOR	0.219	0.384	0.244	0.294	-0.013	0.545	0.284	0.208	0.196	0.210	-0.009	0.095	0.173	-0.155	1.000	0.227
URAN	0.138	0.476	0.262	0.082	-0.009	0.587	0.116	0.140	0.561	-0.135	-0.036	0.072	0.151	0.100	0.227	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	DEPTH	CALIPER	DRHO	DT	DTS	GR	MSFR	NPHI	PEF	POTA	RHOB	RLLD	RLLS	SWE	THOR	URAN
0	27.000	NaN	NaN	NaN	NaN	13.4222	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	27.125	NaN	NaN	NaN	NaN	14.2646	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	27.250	NaN	NaN	NaN	NaN	14.7782	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	27.375	NaN	NaN	NaN	NaN	14.8532	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	27.500	NaN	NaN	NaN	NaN	14.5207	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	27.625	NaN	NaN	NaN	NaN	13.9892	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	27.750	NaN	NaN	NaN	NaN	13.6897	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	27.875	NaN	NaN	NaN	NaN	13.6741	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	28.000	NaN	NaN	NaN	NaN	13.7637	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	28.125	NaN	NaN	NaN	NaN	14.1557	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	DEPTH	CALIPER	DRHO	DT	DTS	GR	MSFR	NPHI	PEF	POTA	RHOB	RLLD	RLLS	SWE	THOR	URAN
25889	3263.125	7.6977	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25890	3263.250	7.6976	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25891	3263.375	7.6969	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25892	3263.500	7.6948	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25893	3263.625	7.6948	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25894	3263.750	7.6966	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25895	3263.875	7.6987	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25896	3264.000	7.6993	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25897	3264.125	7.6984	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
25898	3264.250	7.6981	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample